{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 线检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/rili.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges = cv.Canny(img,50,150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x120912710>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(edges,cmap = plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "lines = cv.HoughLines(edges,0.8,np.pi/180,150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for line in lines:\n",
    "    rho,theta = line[0]\n",
    "    a = np.cos(theta)\n",
    "    b = np.sin(theta)\n",
    "    x0 = rho*a\n",
    "    y0 = rho*b\n",
    "    x1 = int(x0+1000*(-b))\n",
    "    y1 = int(y0+1000*a)\n",
    "    x2 = int(x0-1000*(-b))\n",
    "    y2=int(y0-1000*a)\n",
    "    cv.line(img,(x1,y1),(x2,y2),(0,255,0))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x125e95ed0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 圆检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "star = cv.imread(\"./image/star.jpeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "gray_img = cv.cvtColor(star,cv.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.medianBlur(gray_img,7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12746b410>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img,cmap = plt.cm.gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "circles = cv.HoughCircles(img,cv.HOUGH_GRADIENT,1,200,param1=100,param2=50,minRadius=0,maxRadius=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[494.5, 820.5,  71.7],\n",
       "        [494.5, 596.5,  71.3],\n",
       "        [221.5, 370.5,  72. ],\n",
       "        [774.5, 370.5,  72. ],\n",
       "        [221.5, 596.5,  71.2],\n",
       "        [773.5, 820.5,  71.6],\n",
       "        [493.5, 369.5,  70.9],\n",
       "        [220.5, 820.5,  71.5],\n",
       "        [774.5, 594.5,  70.6],\n",
       "        [362.5, 145.5,  64.5],\n",
       "        [632.5, 138.5,  63.3]]], dtype=float32)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circles\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in circles[0,:]:\n",
    "    cv.circle(star,(i[0],i[1]),i[2],(0,255,0),2)\n",
    "    cv.circle(star,(i[0],i[1]),2,(0,255,0),-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x126847e50>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(star[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
